Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Solidarity
4,947 comments
Amazing clear and concise speech well done Canada !
Amazing clear and concise speech well done Canada !
Expresses approval and support for Canada's speech and communication style.
Solidarity
0.92
@mvellawallbank2999
Mar 4, 2025
This is what leadership looks like.
This is what leadership looks like.
Brief expression of approval and admiration for Trudeau's leadership qualities.
Solidarity
0.92
@susanpatterson7361
Mar 4, 2025
Gooooo trump ????????
Gooooo trump ????????
Brief expression of support and encouragement for a political figure.
Solidarity
0.92
@LegendarySportMonents
Mar 4, 2025
Impressive Trudeau's speech. Standing with Canada. ❤??
Impressive Trudeau's speech. Standing with Canada. ❤??
Direct expression of support and approval for Trudeau's speech and Canada's position.
Solidarity
0.92
@FdK3124
Mar 4, 2025
This American fully supports you, Canada. If I could more to help you I would. ❤
This American fully supports you, Canada. If I could more to help you I would. ❤
American expresses support and empathy for Canada with explicit offer of help, demonstrating cross-border solidarity.
Solidarity
0.92
@Momjeansandshame
Mar 4, 2025
Canada, I and the majority of Americans stand with you in this. We abhor Donald Trump. We are protesting. We are pressuring our leaders to stop this nonsense. We will purchase Canadian goods whenever possible …
Canada, I and the majority of Americans stand with you in this. We abhor Donald Trump. We are protesting. We are pressuring our leaders to stop this nonsense. We will purchase Canadian goods whenever possible to support your econony over our own. We will do more if it is required. It has been a long time since the American left has had to rise and fight... but we will fight. \n\nI am sorry... so very, very sorry... for what the ignorant minority who elected Trump has done to you and to my own country. The good news is, it will not last forever. We - the educated, empathetic, democracy loving Americans, raised on the stories of past heroes who stood up against corrupt governments - we will make sure this ends. The sooner, the better. Stay strong. We're fighting for you too.
American commenter expresses strong support for Canada, apologizes for Trump, and commits to economic action and political resistance, framed through empathy and shared democratic values.
@nicked_fenyx
Mar 4, 2025
We got this Canada! ?? I hope everything gets better soon with our American friends.
We got this Canada! ?? I hope everything gets better soon with our American friends.
Supportive message expressing hope for improvement and solidarity with Canada.
Solidarity
0.92
@cedricbaccay633
Mar 4, 2025
More power to you PM Trudeau, your people and your country ❤
More power to you PM Trudeau, your people and your country ❤
Expression of support and encouragement for PM Trudeau with affectionate language and heart emoji.
Solidarity
0.92
@tamaraschaffner9457
Mar 4, 2025
Support for common sense! Go Canada.❤?
Support for common sense! Go Canada.❤?
A brief expression of support and encouragement for Canada's position, using positive language and emojis.
Solidarity
0.92
@karabaja101
Mar 5, 2025
This speech will echo in history
This speech will echo in history
Positive affirmation of the speech's historical significance and impact, expressing support.
Solidarity
0.92
@Florin-Ioan
Mar 4, 2025
That's a very good speech
That's a very good speech
Simple expression of approval and praise for the speech presented in the video.
Solidarity
0.92
@TeoPaduraru
Mar 4, 2025
We don’t want this either. Many of us stand with you!! ❤
We don’t want this either. Many of us stand with you!! ❤
Expression of empathy and support for Canada, indicating shared opposition to a common concern.
Solidarity
0.92
@StarrandToyaTravel
Mar 4, 2025
Stand for Canada ❤
Stand for Canada ❤
Brief expression of support and national pride for Canada using emotional language.
@johnnynguyen5952
Mar 4, 2025
Wish we in America had a president this put together. I stand with Canada
Wish we in America had a president this put together. I stand with Canada
American expresses admiration for Canadian leadership and solidarity with Canada, comparing favorably to US leadership.
@MriahT-jt6uf
Mar 4, 2025
I am impressed with Canada.
I am impressed with Canada.
Direct expression of approval and support for Canada.
Solidarity
0.91
@tomlinid
Mar 4, 2025
Canada u have an actual leader (envious US citizen)
Canada u have an actual leader (envious US citizen)
Expresses admiration for Canadian leadership and implicit support, comparing favorably to the US.
@cheapseats12
Mar 4, 2025
Thank you for speaking the truth Prime Minister Trudeau.
Thank you for speaking the truth Prime Minister Trudeau.
Expresses support and appreciation for Trudeau's statements, demonstrating solidarity with the speaker's position.
Solidarity
0.90
@suenieuwenburg7145
Mar 4, 2025
A lot of us Americans love you Canada stay strong
A lot of us Americans love you Canada stay strong
An American expressing support and encouragement for Canada, demonstrating cross-border solidarity.
@Donald-m6u
Mar 4, 2025
U S Coast Guard veteran and hockey player: I stand with Canada
U S Coast Guard veteran and hockey player: I stand with Canada
US military veteran expresses support and solidarity with Canada, using personal credentials to establish credibility for their pro-Canada stance.
@Bubbles99718
Mar 4, 2025
I support Canada ??
I support Canada ??
Simple expression of support and solidarity with Canada.
Solidarity
0.90
@jamieknigge1940
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)